Smoker Dataset

Dataset statistics

Number of variables	23
Number of observations	38984
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	5517
Duplicate rows (%)	14.2%
Total size in memory	6.8 MiB
Average record size in memory	184.0 B

Variable types

Numeric	19
Categorical	4

Alerts

Dataset has 5517 (14.2%) duplicate rows	Duplicates
`ALT` is highly overall correlated with `AST` and 1 other fields	High correlation
`AST` is highly overall correlated with `ALT`	High correlation
`Cholesterol` is highly overall correlated with `LDL`	High correlation
`Gtp` is highly overall correlated with `ALT`	High correlation
`LDL` is highly overall correlated with `Cholesterol`	High correlation
`age` is highly overall correlated with `height(cm)`	High correlation
`eyesight(left)` is highly overall correlated with `eyesight(right)`	High correlation
`eyesight(right)` is highly overall correlated with `eyesight(left)`	High correlation
`hearing(left)` is highly overall correlated with `hearing(right)`	High correlation
`hearing(right)` is highly overall correlated with `hearing(left)`	High correlation
`height(cm)` is highly overall correlated with `age` and 2 other fields	High correlation
`hemoglobin` is highly overall correlated with `height(cm)` and 1 other fields	High correlation
`relaxation` is highly overall correlated with `systolic`	High correlation
`systolic` is highly overall correlated with `relaxation`	High correlation
`waist(cm)` is highly overall correlated with `weight(kg)`	High correlation
`weight(kg)` is highly overall correlated with `height(cm)` and 2 other fields	High correlation
`hearing(left)` is highly imbalanced (82.9%)	Imbalance
`hearing(right)` is highly imbalanced (82.5%)	Imbalance
`AST` is highly skewed (γ1 = 24.00016422)	Skewed
`ALT` is highly skewed (γ1 = 36.16930567)	Skewed

Reproduction

Analysis started	2024-03-08 17:31:54.575709
Analysis finished	2024-03-08 17:32:10.465063
Duration	15.89 seconds
Software version	ydata-profiling vv4.6.5
Download configuration	config.json

age
Real number (ℝ)

HIGH CORRELATION

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.127591

Minimum	20
Maximum	85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.7 KiB

Quantile statistics

Minimum	20
5-th percentile	25
Q1	40
median	40
Q3	55
95-th percentile	65
Maximum	85
Range	65
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	12.063564
Coefficient of variation (CV)	0.27337916
Kurtosis	-0.1354517
Mean	44.127591
Median Absolute Deviation (MAD)	10
Skewness	0.27809333
Sum	1720270
Variance	145.52957
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
40	10667	27.4%
45	4946	12.7%
60	4262	10.9%
50	3901	10.0%
55	3451	8.9%
35	3148	8.1%
30	2868	7.4%
25	2459	6.3%
20	1133	2.9%
65	928	2.4%
Other values (4)	1221	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	1133	2.9%
25	2459	6.3%
30	2868	7.4%
35	3148	8.1%
40	10667	27.4%
45	4946	12.7%
50	3901	10.0%
55	3451	8.9%
60	4262	10.9%
65	928	2.4%

Value	Count	Frequency (%)
85	14	< 0.1%
80	197	0.5%
75	424	1.1%
70	586	1.5%
65	928	2.4%
60	4262	10.9%
55	3451	8.9%
50	3901	10.0%
45	4946	12.7%
40	10667	27.4%

height(cm)
Real number (ℝ)

HIGH CORRELATION

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	164.68949

Minimum	130
Maximum	190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.7 KiB

Quantile statistics

Minimum	130
5-th percentile	150
Q1	160
median	165
Q3	170
95-th percentile	180
Maximum	190
Range	60
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	9.1875072
Coefficient of variation (CV)	0.055786846
Kurtosis	-0.5994114
Mean	164.68949
Median Absolute Deviation (MAD)	5
Skewness	-0.14443756
Sum	6420255
Variance	84.410288
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
170	7985	20.5%
165	7004	18.0%
160	6236	16.0%
175	5617	14.4%
155	5292	13.6%
150	3132	8.0%
180	2203	5.7%
145	843	2.2%
185	495	1.3%
140	147	0.4%
Other values (3)	30	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
130	1	< 0.1%
135	4	< 0.1%
140	147	0.4%
145	843	2.2%
150	3132	8.0%
155	5292	13.6%
160	6236	16.0%
165	7004	18.0%
170	7985	20.5%
175	5617	14.4%

Value	Count	Frequency (%)
190	25	0.1%
185	495	1.3%
180	2203	5.7%
175	5617	14.4%
170	7985	20.5%
165	7004	18.0%
160	6236	16.0%
155	5292	13.6%
150	3132	8.0%
145	843	2.2%

weight(kg)
Real number (ℝ)

HIGH CORRELATION

Distinct	22
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65.938718

Minimum	30
Maximum	135
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.7 KiB

Quantile statistics

Minimum	30
5-th percentile	45
Q1	55
median	65
Q3	75
95-th percentile	90
Maximum	135
Range	105
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	12.896581
Coefficient of variation (CV)	0.19558434
Kurtosis	0.32395635
Mean	65.938718
Median Absolute Deviation (MAD)	10
Skewness	0.54482139
Sum	2570555
Variance	166.3218
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
65	5733	14.7%
60	5671	14.5%
70	5413	13.9%
55	5120	13.1%
75	4241	10.9%
50	3872	9.9%
80	2871	7.4%
85	1775	4.6%
45	1661	4.3%
90	1051	2.7%
Other values (12)	1576	4.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30	5	< 0.1%
35	30	0.1%
40	324	0.8%
45	1661	4.3%
50	3872	9.9%
55	5120	13.1%
60	5671	14.5%
65	5733	14.7%
70	5413	13.9%
75	4241	10.9%

Value	Count	Frequency (%)
135	1	< 0.1%
130	4	< 0.1%
125	5	< 0.1%
120	17	< 0.1%
115	37	0.1%
110	82	0.2%
105	145	0.4%
100	325	0.8%
95	601	1.5%
90	1051	2.7%

waist(cm)
Real number (ℝ)

HIGH CORRELATION

Distinct	545
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	82.062115

Minimum	51
Maximum	129
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.7 KiB

Quantile statistics

Minimum	51
5-th percentile	67
Q1	76
median	82
Q3	88
95-th percentile	98
Maximum	129
Range	78
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	9.326798
Coefficient of variation (CV)	0.11365534
Kurtosis	0.16646696
Mean	82.062115
Median Absolute Deviation (MAD)	6
Skewness	0.2620206
Sum	3199109.5
Variance	86.98916
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	1350	3.5%
82	1260	3.2%
81	1227	3.1%
84	1200	3.1%
78	1153	3.0%
86	1141	2.9%
85	1108	2.8%
83	1099	2.8%
79	1082	2.8%
76	1044	2.7%
Other values (535)	27320	70.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
51	2	< 0.1%
54	2	< 0.1%
55	2	< 0.1%
56	4	< 0.1%
56.2	1	< 0.1%
56.6	1	< 0.1%
57	8	< 0.1%
57.4	2	< 0.1%
57.5	1	< 0.1%
57.7	1	< 0.1%

Value	Count	Frequency (%)
129	1	< 0.1%
128	1	< 0.1%
127.7	1	< 0.1%
127	2	< 0.1%
125.8	1	< 0.1%
124	2	< 0.1%
123	1	< 0.1%
121.4	1	< 0.1%
121	3	< 0.1%
120.5	1	< 0.1%

eyesight(left)
Real number (ℝ)

HIGH CORRELATION

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0149549

Minimum	0.1
Maximum	9.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.7 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.4
Q1	0.8
median	1
Q3	1.2
95-th percentile	1.5
Maximum	9.9
Range	9.8
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.49852722
Coefficient of variation (CV)	0.49118167
Kurtosis	178.77825
Mean	1.0149549
Median Absolute Deviation (MAD)	0.2
Skewness	10.107092
Sum	39567
Variance	0.24852939
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
1.2	8880	22.8%
1	8615	22.1%
1.5	5524	14.2%
0.8	3594	9.2%
0.9	3591	9.2%
0.7	3116	8.0%
0.6	1777	4.6%
0.5	1472	3.8%
0.4	860	2.2%
0.3	609	1.6%
Other values (9)	946	2.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	248	0.6%
0.2	315	0.8%
0.3	609	1.6%
0.4	860	2.2%
0.5	1472	3.8%
0.6	1777	4.6%
0.7	3116	8.0%
0.8	3594	9.2%
0.9	3591	9.2%
1	8615	22.1%

Value	Count	Frequency (%)
9.9	70	0.2%
2	286	0.7%
1.9	1	< 0.1%
1.8	1	< 0.1%
1.6	14	< 0.1%
1.5	5524	14.2%
1.3	9	< 0.1%
1.2	8880	22.8%
1.1	2	< 0.1%
1	8615	22.1%

eyesight(right)
Real number (ℝ)

HIGH CORRELATION

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0087677

Minimum	0.1
Maximum	9.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.7 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.4
Q1	0.8
median	1
Q3	1.2
95-th percentile	1.5
Maximum	9.9
Range	9.8
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.49381271
Coefficient of variation (CV)	0.48952074
Kurtosis	180.94817
Mean	1.0087677
Median Absolute Deviation (MAD)	0.2
Skewness	10.117849
Sum	39325.8
Variance	0.24385099
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
1.2	8819	22.6%
1	8730	22.4%
1.5	5306	13.6%
0.8	3726	9.6%
0.9	3688	9.5%
0.7	2990	7.7%
0.6	1699	4.4%
0.5	1530	3.9%
0.4	937	2.4%
0.3	587	1.5%
Other values (7)	972	2.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	264	0.7%
0.2	357	0.9%
0.3	587	1.5%
0.4	937	2.4%
0.5	1530	3.9%
0.6	1699	4.4%
0.7	2990	7.7%
0.8	3726	9.6%
0.9	3688	9.5%
1	8730	22.4%

Value	Count	Frequency (%)
9.9	68	0.2%
2	261	0.7%
1.6	15	< 0.1%
1.5	5306	13.6%
1.3	5	< 0.1%
1.2	8819	22.6%
1.1	2	< 0.1%
1	8730	22.4%
0.9	3688	9.5%
0.8	3726	9.6%

hearing(left)
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	304.7 KiB

1	37995
2	989

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	38984
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	37995	97.5%
2	989	2.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	37995	97.5%
2	989	2.5%

Most occurring characters

Value	Count	Frequency (%)
1	37995	97.5%
2	989	2.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	38984	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	37995	97.5%
2	989	2.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	38984	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	37995	97.5%
2	989	2.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	38984	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	37995	97.5%
2	989	2.5%

hearing(right)
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	304.7 KiB

1	37963
2	1021

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	38984
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	37963	97.4%
2	1021	2.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	37963	97.4%
2	1021	2.6%

Most occurring characters

Value	Count	Frequency (%)
1	37963	97.4%
2	1021	2.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	38984	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	37963	97.4%
2	1021	2.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	38984	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	37963	97.4%
2	1021	2.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	38984	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	37963	97.4%
2	1021	2.6%

systolic
Real number (ℝ)

HIGH CORRELATION

Distinct	125
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	121.47563

Minimum	71
Maximum	233
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.7 KiB

Quantile statistics

Minimum	71
5-th percentile	100
Q1	112
median	120
Q3	130
95-th percentile	144
Maximum	233
Range	162
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	13.643521
Coefficient of variation (CV)	0.11231488
Kurtosis	1.2681719
Mean	121.47563
Median Absolute Deviation (MAD)	10
Skewness	0.45871864
Sum	4735606
Variance	186.14568
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
110	2476	6.4%
120	2407	6.2%
130	2332	6.0%
118	2099	5.4%
116	1099	2.8%
124	1087	2.8%
119	1060	2.7%
128	1058	2.7%
122	1023	2.6%
100	1015	2.6%
Other values (115)	23328	59.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
71	1	< 0.1%
72	1	< 0.1%
74	1	< 0.1%
79	1	< 0.1%
80	2	< 0.1%
81	4	< 0.1%
82	6	< 0.1%
83	5	< 0.1%
84	5	< 0.1%
85	3	< 0.1%

Value	Count	Frequency (%)
233	1	< 0.1%
223	1	< 0.1%
213	1	< 0.1%
208	1	< 0.1%
204	1	< 0.1%
203	3	< 0.1%
200	2	< 0.1%
199	4	< 0.1%
198	2	< 0.1%
197	2	< 0.1%

relaxation
Real number (ℝ)

HIGH CORRELATION

Distinct	94
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75.994408

Minimum	40
Maximum	146
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.7 KiB

Quantile statistics

Minimum	40
5-th percentile	60
Q1	70
median	76
Q3	82
95-th percentile	91
Maximum	146
Range	106
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	9.6587342
Coefficient of variation (CV)	0.12709796
Kurtosis	1.0651649
Mean	75.994408
Median Absolute Deviation (MAD)	6
Skewness	0.41183046
Sum	2962566
Variance	93.291147
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	3819	9.8%
70	3658	9.4%
78	2257	5.8%
72	1515	3.9%
60	1491	3.8%
74	1486	3.8%
76	1450	3.7%
75	1336	3.4%
82	1259	3.2%
84	1168	3.0%
Other values (84)	19545	50.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
40	2	< 0.1%
42	1	< 0.1%
44	2	< 0.1%
45	1	< 0.1%
46	4	< 0.1%
47	1	< 0.1%
48	8	< 0.1%
49	4	< 0.1%
50	27	0.1%
51	40	0.1%

Value	Count	Frequency (%)
146	3	< 0.1%
140	1	< 0.1%
137	1	< 0.1%
136	2	< 0.1%
133	1	< 0.1%
132	2	< 0.1%
130	2	< 0.1%
129	1	< 0.1%
128	2	< 0.1%
127	1	< 0.1%

fasting blood sugar
Real number (ℝ)

Distinct	258
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	99.342269

Minimum	46
Maximum	423
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.7 KiB

Quantile statistics

Minimum	46
5-th percentile	80
Q1	89
median	96
Q3	104
95-th percentile	130
Maximum	423
Range	377
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	20.642741
Coefficient of variation (CV)	0.20779414
Kurtosis	32.454561
Mean	99.342269
Median Absolute Deviation (MAD)	7
Skewness	4.3239736
Sum	3872759
Variance	426.12277
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
94	1552	4.0%
95	1524	3.9%
97	1520	3.9%
91	1489	3.8%
93	1487	3.8%
92	1464	3.8%
90	1386	3.6%
96	1379	3.5%
98	1370	3.5%
99	1364	3.5%
Other values (248)	24449	62.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
46	2	< 0.1%
48	1	< 0.1%
51	1	< 0.1%
54	1	< 0.1%
55	1	< 0.1%
56	2	< 0.1%
57	2	< 0.1%
58	1	< 0.1%
59	4	< 0.1%
60	7	< 0.1%

Value	Count	Frequency (%)
423	1	< 0.1%
398	1	< 0.1%
391	1	< 0.1%
386	1	< 0.1%
375	2	< 0.1%
369	3	< 0.1%
365	1	< 0.1%
349	1	< 0.1%
342	2	< 0.1%
341	1	< 0.1%

Cholesterol
Real number (ℝ)

HIGH CORRELATION

Distinct	279
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	196.88349

Minimum	55
Maximum	445
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.7 KiB

Quantile statistics

Minimum	55
5-th percentile	141
Q1	172
median	195
Q3	219
95-th percentile	259
Maximum	445
Range	390
Interquartile range (IQR)	47

Descriptive statistics

Standard deviation	36.353945
Coefficient of variation (CV)	0.18464699
Kurtosis	0.6791754
Mean	196.88349
Median Absolute Deviation (MAD)	24
Skewness	0.41753917
Sum	7675306
Variance	1321.6093
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
199	479	1.2%
192	470	1.2%
178	462	1.2%
198	458	1.2%
187	456	1.2%
186	449	1.2%
197	445	1.1%
188	445	1.1%
196	440	1.1%
179	440	1.1%
Other values (269)	34440	88.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
55	1	< 0.1%
77	2	< 0.1%
84	1	< 0.1%
86	1	< 0.1%
87	1	< 0.1%
90	2	< 0.1%
91	5	< 0.1%
93	4	< 0.1%
95	3	< 0.1%
96	2	< 0.1%

Value	Count	Frequency (%)
445	1	< 0.1%
442	1	< 0.1%
441	1	< 0.1%
419	1	< 0.1%
410	1	< 0.1%
406	1	< 0.1%
395	1	< 0.1%
393	2	< 0.1%
386	1	< 0.1%
380	2	< 0.1%

triglyceride
Real number (ℝ)

Distinct	389
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	126.74946

Minimum	8
Maximum	999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.7 KiB

Quantile statistics

Minimum	8
5-th percentile	46
Q1	74
median	108
Q3	160
95-th percentile	278
Maximum	999
Range	991
Interquartile range (IQR)	86

Descriptive statistics

Standard deviation	71.803143
Coefficient of variation (CV)	0.56649663
Kurtosis	2.0977678
Mean	126.74946
Median Absolute Deviation (MAD)	39
Skewness	1.3366262
Sum	4941201
Variance	5155.6913
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
71	373	1.0%
85	364	0.9%
82	364	0.9%
79	353	0.9%
83	332	0.9%
68	327	0.8%
67	326	0.8%
69	325	0.8%
59	322	0.8%
75	320	0.8%
Other values (379)	35578	91.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	1	< 0.1%
11	1	< 0.1%
15	1	< 0.1%
16	3	< 0.1%
19	1	< 0.1%
20	6	< 0.1%
21	6	< 0.1%
22	4	< 0.1%
23	7	< 0.1%
24	9	< 0.1%

Value	Count	Frequency (%)
999	1	< 0.1%
548	1	< 0.1%
466	2	< 0.1%
432	2	< 0.1%
399	14	< 0.1%
398	8	< 0.1%
397	16	< 0.1%
396	5	< 0.1%
395	8	< 0.1%
394	11	< 0.1%

HDL
Real number (ℝ)

Distinct	122
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	57.293146

Minimum	4
Maximum	359
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.7 KiB

Quantile statistics

Minimum	4
5-th percentile	37
Q1	47
median	55
Q3	66
95-th percentile	84
Maximum	359
Range	355
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	14.617822
Coefficient of variation (CV)	0.25514086
Kurtosis	5.9524953
Mean	57.293146
Median Absolute Deviation (MAD)	9
Skewness	1.0869945
Sum	2233516
Variance	213.68073
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	1183	3.0%
51	1158	3.0%
55	1155	3.0%
54	1154	3.0%
47	1144	2.9%
52	1113	2.9%
48	1113	2.9%
56	1112	2.9%
58	1110	2.8%
49	1110	2.8%
Other values (112)	27632	70.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	1	< 0.1%
18	3	< 0.1%
21	1	< 0.1%
22	3	< 0.1%
23	3	< 0.1%
24	9	< 0.1%
25	13	< 0.1%
26	13	< 0.1%
27	21	0.1%
28	37	0.1%

Value	Count	Frequency (%)
359	1	< 0.1%
159	1	< 0.1%
157	1	< 0.1%
155	1	< 0.1%
148	2	< 0.1%
144	1	< 0.1%
136	2	< 0.1%
135	2	< 0.1%
133	4	< 0.1%
132	1	< 0.1%

LDL
Real number (ℝ)

HIGH CORRELATION

Distinct	286
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	115.08149

Minimum	1
Maximum	1860
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.7 KiB

Quantile statistics

Minimum	1
5-th percentile	63
Q1	91
median	113
Q3	136
95-th percentile	172
Maximum	1860
Range	1859
Interquartile range (IQR)	45

Descriptive statistics

Standard deviation	42.883163
Coefficient of variation (CV)	0.37263301
Kurtosis	369.14081
Mean	115.08149
Median Absolute Deviation (MAD)	22
Skewness	11.764551
Sum	4486337
Variance	1838.9657
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
112	526	1.3%
110	507	1.3%
107	497	1.3%
106	496	1.3%
101	482	1.2%
108	480	1.2%
116	480	1.2%
121	479	1.2%
111	471	1.2%
103	470	1.2%
Other values (276)	34096	87.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	< 0.1%
4	1	< 0.1%
7	2	< 0.1%
9	1	< 0.1%
10	2	< 0.1%
12	4	< 0.1%
13	1	< 0.1%
15	3	< 0.1%
16	4	< 0.1%
17	2	< 0.1%

Value	Count	Frequency (%)
1860	1	< 0.1%
1810	1	< 0.1%
1660	1	< 0.1%
1600	1	< 0.1%
1560	1	< 0.1%
1400	1	< 0.1%
1340	1	< 0.1%
1260	1	< 0.1%
1220	1	< 0.1%
1200	2	< 0.1%

hemoglobin
Real number (ℝ)

HIGH CORRELATION

Distinct	143
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.624264

Minimum	4.9
Maximum	21.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.7 KiB

Quantile statistics

Minimum	4.9
5-th percentile	12.1
Q1	13.6
median	14.8
Q3	15.8
95-th percentile	16.9
Maximum	21.1
Range	16.2
Interquartile range (IQR)	2.2

Descriptive statistics

Standard deviation	1.5665276
Coefficient of variation (CV)	0.10711839
Kurtosis	1.2543531
Mean	14.624264
Median Absolute Deviation (MAD)	1.1
Skewness	-0.6674485
Sum	570112.3
Variance	2.4540086
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15.4	1080	2.8%
15.6	1054	2.7%
15	1049	2.7%
15.3	1035	2.7%
15.7	1023	2.6%
15.5	1022	2.6%
15.2	979	2.5%
15.8	975	2.5%
15.1	972	2.5%
14.9	971	2.5%
Other values (133)	28824	73.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.9	1	< 0.1%
5	1	< 0.1%
5.5	1	< 0.1%
5.8	2	< 0.1%
5.9	1	< 0.1%
6.1	1	< 0.1%
6.2	1	< 0.1%
6.3	2	< 0.1%
6.4	1	< 0.1%
6.6	3	< 0.1%

Value	Count	Frequency (%)
21.1	1	< 0.1%
20.9	1	< 0.1%
20.4	1	< 0.1%
20	1	< 0.1%
19.8	1	< 0.1%
19.7	2	< 0.1%
19.6	1	< 0.1%
19.3	4	< 0.1%
19.2	2	< 0.1%
19.1	3	< 0.1%

Urine protein
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0865227

Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	2
Maximum	6
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.40210688
Coefficient of variation (CV)	0.37008604
Kurtosis	35.700906
Mean	1.0865227
Median Absolute Deviation (MAD)	0
Skewness	5.5877426
Sum	42357
Variance	0.16168994
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	36836	94.5%
2	1236	3.2%
3	667	1.7%
4	182	0.5%
5	58	0.1%
6	5	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	36836	94.5%
2	1236	3.2%
3	667	1.7%
4	182	0.5%
5	58	0.1%
6	5	< 0.1%

Value	Count	Frequency (%)
6	5	< 0.1%
5	58	0.1%
4	182	0.5%
3	667	1.7%
2	1236	3.2%
1	36836	94.5%

serum creatinine
Real number (ℝ)

Distinct	34
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.88603017

Minimum	0.1
Maximum	11.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.7 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.6
Q1	0.8
median	0.9
Q3	1
95-th percentile	1.2
Maximum	11.6
Range	11.5
Interquartile range (IQR)	0.2

Descriptive statistics

Standard deviation	0.22062147
Coefficient of variation (CV)	0.24899995
Kurtosis	348.85269
Mean	0.88603017
Median Absolute Deviation (MAD)	0.1
Skewness	9.0256833
Sum	34541
Variance	0.048673833
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0.9	7963	20.4%
0.8	7363	18.9%
1	6806	17.5%
0.7	5234	13.4%
1.1	4264	10.9%
0.6	3137	8.0%
1.2	2028	5.2%
0.5	1022	2.6%
1.3	632	1.6%
1.4	211	0.5%
Other values (24)	324	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	15	< 0.1%
0.2	2	< 0.1%
0.3	7	< 0.1%
0.4	143	0.4%
0.5	1022	2.6%
0.6	3137	8.0%
0.7	5234	13.4%
0.8	7363	18.9%
0.9	7963	20.4%
1	6806	17.5%

Value	Count	Frequency (%)
11.6	1	< 0.1%
10	1	< 0.1%
9.9	1	< 0.1%
7.4	2	< 0.1%
6.4	1	< 0.1%
5.9	1	< 0.1%
5	1	< 0.1%
3.4	2	< 0.1%
3.3	1	< 0.1%
3	1	< 0.1%

AST
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	195
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.198235

Minimum	6
Maximum	1090
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.7 KiB

Quantile statistics

Minimum	6
5-th percentile	15
Q1	19
median	23
Q3	29
95-th percentile	46
Maximum	1090
Range	1084
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	19.175595
Coefficient of variation (CV)	0.73194226
Kurtosis	1048.4498
Mean	26.198235
Median Absolute Deviation (MAD)	4
Skewness	24.000164
Sum	1021312
Variance	367.70346
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	2636	6.8%
21	2604	6.7%
22	2501	6.4%
19	2474	6.3%
23	2334	6.0%
18	2292	5.9%
24	2237	5.7%
25	1936	5.0%
17	1897	4.9%
26	1593	4.1%
Other values (185)	16480	42.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	1	< 0.1%
7	2	< 0.1%
8	2	< 0.1%
9	16	< 0.1%
10	34	0.1%
11	72	0.2%
12	202	0.5%
13	383	1.0%
14	676	1.7%
15	1122	2.9%

Value	Count	Frequency (%)
1090	2	< 0.1%
981	1	< 0.1%
976	1	< 0.1%
841	1	< 0.1%
778	1	< 0.1%
656	1	< 0.1%
591	2	< 0.1%
527	1	< 0.1%
387	1	< 0.1%
326	1	< 0.1%

ALT
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	230
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.145188

Minimum	1
Maximum	2914
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.7 KiB

Quantile statistics

Minimum	1
5-th percentile	10
Q1	15
median	21
Q3	31
95-th percentile	62
Maximum	2914
Range	2913
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	31.309945
Coefficient of variation (CV)	1.1534252
Kurtosis	2545.5193
Mean	27.145188
Median Absolute Deviation (MAD)	7
Skewness	36.169306
Sum	1058228
Variance	980.31266
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	1927	4.9%
16	1863	4.8%
17	1802	4.6%
18	1791	4.6%
14	1781	4.6%
19	1625	4.2%
13	1620	4.2%
20	1545	4.0%
12	1511	3.9%
21	1426	3.7%
Other values (220)	22093	56.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	3	< 0.1%
4	15	< 0.1%
5	31	0.1%
6	81	0.2%
7	188	0.5%
8	362	0.9%
9	577	1.5%
10	947	2.4%

Value	Count	Frequency (%)
2914	1	< 0.1%
1783	1	< 0.1%
1612	1	< 0.1%
1400	2	< 0.1%
1155	1	< 0.1%
745	2	< 0.1%
740	1	< 0.1%
713	1	< 0.1%
610	1	< 0.1%
514	1	< 0.1%

Gtp
Real number (ℝ)

HIGH CORRELATION

Distinct	439
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.905038

Minimum	2
Maximum	999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	304.7 KiB

Quantile statistics

Minimum	2
5-th percentile	11
Q1	17
median	26
Q3	44
95-th percentile	113
Maximum	999
Range	997
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	49.693843
Coefficient of variation (CV)	1.2453025
Kurtosis	77.179393
Mean	39.905038
Median Absolute Deviation (MAD)	11
Skewness	6.7754457
Sum	1555658
Variance	2469.478
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	1484	3.8%
14	1477	3.8%
15	1454	3.7%
17	1400	3.6%
18	1387	3.6%
13	1312	3.4%
19	1288	3.3%
20	1239	3.2%
21	1168	3.0%
12	1086	2.8%
Other values (429)	25689	65.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	< 0.1%
3	2	< 0.1%
4	1	< 0.1%
5	9	< 0.1%
6	30	0.1%
7	73	0.2%
8	162	0.4%
9	367	0.9%
10	636	1.6%
11	931	2.4%

Value	Count	Frequency (%)
999	4	< 0.1%
976	1	< 0.1%
961	2	< 0.1%
933	1	< 0.1%
926	1	< 0.1%
894	1	< 0.1%
873	1	< 0.1%
836	1	< 0.1%
820	1	< 0.1%
816	2	< 0.1%

dental caries
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	304.7 KiB

0	30625
1	8359

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	38984
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	30625	78.6%
1	8359	21.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	30625	78.6%
1	8359	21.4%

Most occurring characters

Value	Count	Frequency (%)
0	30625	78.6%
1	8359	21.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	38984	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	30625	78.6%
1	8359	21.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	38984	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	30625	78.6%
1	8359	21.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	38984	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	30625	78.6%
1	8359	21.4%

smoking
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	304.7 KiB

0	24666
1	14318

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	38984
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	24666	63.3%
1	14318	36.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	24666	63.3%
1	14318	36.7%

Most occurring characters

Value	Count	Frequency (%)
0	24666	63.3%
1	14318	36.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	38984	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	24666	63.3%
1	14318	36.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	38984	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	24666	63.3%
1	14318	36.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	38984	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	24666	63.3%
1	14318	36.7%

Auto

Heatmap
Table

	ALT	AST	Cholesterol	Gtp	HDL	LDL	Urine protein	age	dental caries	eyesight(left)	eyesight(right)	fasting blood sugar	hearing(left)	hearing(right)	height(cm)	hemoglobin	relaxation	serum creatinine	smoking	systolic	triglyceride	waist(cm)	weight(kg)
ALT	1.000	0.734	0.110	0.623	-0.269	0.090	0.035	-0.077	0.009	0.060	0.065	0.195	0.029	0.028	0.266	0.420	0.209	0.235	0.000	0.208	0.357	0.459	0.451
AST	0.734	1.000	0.101	0.471	-0.085	0.058	0.038	0.106	0.003	-0.021	-0.018	0.116	0.000	0.000	0.078	0.235	0.164	0.158	0.025	0.175	0.194	0.250	0.198
Cholesterol	0.110	0.101	1.000	0.144	0.155	0.888	-0.004	0.074	0.002	-0.008	-0.003	0.054	0.045	0.031	-0.076	0.054	0.092	0.019	0.033	0.054	0.253	0.075	0.029
Gtp	0.623	0.471	0.144	1.000	-0.226	0.065	0.042	-0.026	0.032	0.045	0.050	0.281	0.013	0.000	0.297	0.449	0.280	0.293	0.166	0.265	0.461	0.468	0.440
HDL	-0.269	-0.085	0.155	-0.226	1.000	-0.061	-0.017	0.019	0.021	-0.022	-0.026	-0.137	0.018	0.017	-0.231	-0.275	-0.104	-0.210	0.131	-0.101	-0.469	-0.397	-0.383
LDL	0.090	0.058	0.888	0.065	-0.061	1.000	-0.007	0.064	0.014	-0.008	-0.002	0.010	0.000	0.000	-0.049	0.061	0.053	0.048	0.011	0.020	0.091	0.100	0.060
Urine protein	0.035	0.038	-0.004	0.042	-0.017	-0.007	1.000	0.010	0.002	-0.015	-0.013	0.042	0.018	0.021	0.008	0.032	0.035	0.017	0.013	0.028	0.019	0.031	0.021
age	-0.077	0.106	0.074	-0.026	0.019	0.064	0.010	1.000	0.121	-0.334	-0.331	0.211	0.257	0.264	-0.500	-0.317	0.050	-0.175	0.180	0.113	0.028	-0.040	-0.342
dental caries	0.009	0.003	0.002	0.032	0.021	0.014	0.002	0.121	1.000	0.021	0.030	0.009	0.019	0.016	0.085	0.075	0.034	0.043	0.107	0.032	0.035	0.047	0.075
eyesight(left)	0.060	-0.021	-0.008	0.045	-0.022	-0.008	-0.015	-0.334	0.021	1.000	0.697	-0.057	0.071	0.074	0.241	0.159	0.009	0.105	0.078	-0.035	0.025	0.039	0.175
eyesight(right)	0.065	-0.018	-0.003	0.050	-0.026	-0.002	-0.013	-0.331	0.030	0.697	1.000	-0.059	0.067	0.075	0.249	0.167	0.015	0.109	0.087	-0.029	0.027	0.044	0.179
fasting blood sugar	0.195	0.116	0.054	0.281	-0.137	0.010	0.042	0.211	0.009	-0.057	-0.059	1.000	0.038	0.046	0.030	0.110	0.194	0.077	0.077	0.225	0.270	0.261	0.179
hearing(left)	0.029	0.000	0.045	0.013	0.018	0.000	0.018	0.257	0.019	0.071	0.067	0.038	1.000	0.517	-0.078	-0.037	0.003	-0.002	0.021	0.051	0.006	0.024	-0.052
hearing(right)	0.028	0.000	0.031	0.000	0.017	0.000	0.021	0.264	0.016	0.074	0.075	0.046	0.517	1.000	-0.075	-0.041	-0.003	0.002	0.018	0.046	0.002	0.020	-0.055
height(cm)	0.266	0.078	-0.076	0.297	-0.231	-0.049	0.008	-0.500	0.085	0.241	0.249	0.030	-0.078	-0.075	1.000	0.582	0.122	0.474	0.417	0.098	0.169	0.388	0.695
hemoglobin	0.420	0.235	0.054	0.449	-0.275	0.061	0.032	-0.317	0.075	0.159	0.167	0.110	-0.037	-0.041	0.582	1.000	0.239	0.489	0.404	0.194	0.296	0.400	0.541
relaxation	0.209	0.164	0.092	0.280	-0.104	0.053	0.035	0.050	0.034	0.009	0.015	0.194	0.003	-0.003	0.122	0.239	1.000	0.101	0.097	0.738	0.230	0.290	0.271
serum creatinine	0.235	0.158	0.019	0.293	-0.210	0.048	0.017	-0.175	0.043	0.105	0.109	0.077	-0.002	0.002	0.474	0.489	0.101	1.000	0.020	0.082	0.159	0.287	0.419
smoking	0.000	0.025	0.033	0.166	0.131	0.011	0.013	0.180	0.107	0.078	0.087	0.077	0.021	0.018	0.417	0.404	0.097	0.020	1.000	0.074	0.255	0.226	0.314
systolic	0.208	0.175	0.054	0.265	-0.101	0.020	0.028	0.113	0.032	-0.035	-0.029	0.225	0.051	0.046	0.098	0.194	0.738	0.082	0.074	1.000	0.215	0.322	0.274
triglyceride	0.357	0.194	0.253	0.461	-0.469	0.091	0.019	0.028	0.035	0.025	0.027	0.270	0.006	0.002	0.169	0.296	0.230	0.159	0.255	0.215	1.000	0.398	0.351
waist(cm)	0.459	0.250	0.075	0.468	-0.397	0.100	0.031	-0.040	0.047	0.039	0.044	0.261	0.024	0.020	0.388	0.400	0.290	0.287	0.226	0.322	0.398	1.000	0.810
weight(kg)	0.451	0.198	0.029	0.440	-0.383	0.060	0.021	-0.342	0.075	0.175	0.179	0.179	-0.052	-0.055	0.695	0.541	0.271	0.419	0.314	0.274	0.351	0.810	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	age	height(cm)	weight(kg)	waist(cm)	eyesight(left)	eyesight(right)	hearing(left)	hearing(right)	systolic	relaxation	fasting blood sugar	Cholesterol	triglyceride	HDL	LDL	hemoglobin	Urine protein	serum creatinine	AST	ALT	Gtp	dental caries	smoking
0	35	170	85	97.0	0.9	0.9	1	1	118	78	97	239	153	70	142	19.8	1	1.0	61	115	125	1	1
1	20	175	110	110.0	0.7	0.9	1	1	119	79	88	211	128	71	114	15.9	1	1.1	19	25	30	1	0
2	45	155	65	86.0	0.9	0.9	1	1	110	80	80	193	120	57	112	13.7	3	0.6	1090	1400	276	0	0
3	45	165	80	94.0	0.8	0.7	1	1	158	88	249	210	366	46	91	16.9	1	0.9	32	36	36	0	0
4	20	165	60	81.0	1.5	0.1	1	1	109	64	100	179	200	47	92	14.9	1	1.2	26	28	15	0	0
5	60	160	50	78.0	1.0	0.9	2	2	126	75	114	177	74	98	64	13.9	1	1.0	47	23	70	0	1
6	40	175	90	95.0	0.9	1.0	1	1	130	88	90	207	331	39	102	16.5	1	1.0	19	22	19	0	0
7	40	180	75	85.0	1.5	1.5	1	1	110	60	100	170	62	58	99	14.0	2	1.4	29	20	32	1	1
8	40	170	60	74.0	1.2	1.5	1	1	89	57	83	178	69	60	104	12.9	2	0.7	17	17	14	0	0
9	45	155	55	78.0	0.7	1.0	1	1	114	81	96	184	177	41	107	13.1	1	0.6	22	15	56	0	0

	age	height(cm)	weight(kg)	waist(cm)	eyesight(left)	eyesight(right)	hearing(left)	hearing(right)	systolic	relaxation	fasting blood sugar	Cholesterol	triglyceride	HDL	LDL	hemoglobin	Urine protein	serum creatinine	AST	ALT	Gtp	dental caries	smoking
38974	30	170	65	72.0	1.2	1.0	1	1	111	77	100	177	128	51	100	14.4	1	0.8	22	28	43	1	1
38975	30	180	75	85.0	1.5	1.2	1	1	123	71	85	185	55	67	107	16.2	1	0.8	23	24	33	0	1
38976	40	165	60	85.0	0.7	0.8	1	1	140	90	124	178	152	55	93	14.7	3	1.0	33	40	54	0	0
38977	55	150	65	89.0	0.5	1.0	1	1	132	81	81	183	85	52	114	13.4	1	0.7	16	10	10	0	0
38978	40	170	65	77.0	1.5	1.5	1	1	110	62	91	187	84	79	91	16.1	1	0.9	28	43	36	1	1
38979	40	165	60	80.0	0.4	0.6	1	1	107	60	93	144	53	61	72	12.3	1	0.5	18	18	21	1	0
38980	45	155	55	75.0	1.5	1.2	1	1	126	72	91	227	100	76	131	12.5	2	0.6	23	11	12	0	0
38981	40	170	105	124.0	0.6	0.5	1	1	141	85	115	225	196	48	138	17.1	1	0.8	24	23	35	1	1
38982	40	160	55	75.0	1.5	1.5	1	1	95	69	102	206	48	79	116	12.0	1	0.6	24	20	17	0	1
38983	55	175	60	81.1	1.0	1.0	1	1	114	66	86	212	57	64	137	13.9	1	1.0	18	12	16	0	1

Most frequently occurring

	age	height(cm)	weight(kg)	waist(cm)	eyesight(left)	eyesight(right)	hearing(left)	hearing(right)	systolic	relaxation	fasting blood sugar	Cholesterol	triglyceride	HDL	LDL	hemoglobin	Urine protein	serum creatinine	AST	ALT	Gtp	dental caries	smoking	# duplicates
0	20	155	55	79.5	1.5	1.5	1	1	118	70	83	149	102	43	86	15.5	1	0.7	32	41	20	0	0	2
1	20	155	65	80.0	0.9	0.9	1	1	110	60	90	139	81	57	66	13.3	1	0.6	12	11	15	0	1	2
2	20	160	50	66.0	1.2	1.5	1	1	112	63	97	195	51	68	117	14.7	1	0.8	21	13	17	1	1	2
3	20	160	60	74.2	0.9	1.2	1	1	130	70	95	165	126	55	84	16.8	1	1.0	15	19	32	0	1	2
4	20	160	60	76.0	0.4	0.4	1	1	130	80	120	124	36	53	63	15.1	1	1.0	15	11	16	1	0	2
5	20	160	60	83.0	1.5	1.5	1	1	122	80	115	179	42	62	108	15.1	1	0.9	14	15	27	1	0	2
6	20	160	65	77.5	0.8	0.7	1	1	109	63	89	166	54	73	82	15.8	1	1.1	27	21	23	0	0	2
7	20	160	70	82.0	1.2	0.6	1	1	136	89	93	185	163	67	85	16.7	1	1.0	27	40	53	1	0	2
8	20	160	70	88.0	1.2	1.2	1	1	110	70	83	169	122	59	86	16.4	1	0.9	22	36	26	0	1	2
9	20	160	70	90.0	0.9	1.0	1	1	110	67	93	152	67	51	88	14.4	1	0.8	20	15	34	0	0	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring